Research Areas
Assessment Framework and Methodology
System-based outcome evaluation and causality-based behavior assessment for model robustness and explainability
Advanced Generative Systems
Knowledge-enhanced generation techniques and foundation model development
Multimodal Large Language Models
Multimodal large language models and their applications
Recent News
One paper got accepted in ICML 2026.
TextME: Bridging Unseen Modalities Through Text Descriptions
New preprint released on arXiv.
Overthinking Loops in Agents: A Structural Risk via MCP Tools
DILAB Homepage Created
Welcome to the new Data Intelligence Lab homepage.
Two papers got accepted in CIKM 2025.
Towards Fully-Automated Materials Discovery via Large-Scale Synthesis Dataset and Expert-Level LLM-as-a-Judge
Rethinking the Training Paradigm of Discrete Token-Based Multimodal LLMs: An Analysis of Text-Centric Bias
One paper got accepted in TACL and will be presented at EMNLP 2025.
Overcoming Source Object Grounding for Semantic Image Editing